Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 6362620 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 543 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 497.6 MiB |
| Average record size in memory | 82.0 B |
Variable types
| NUM | 6 |
|---|---|
| BOOL | 4 |
| CAT | 2 |
| Dataset has 543 (< 0.1%) duplicate rows | Duplicates |
nameDest_char is highly correlated with type | High correlation |
type is highly correlated with nameDest_char | High correlation |
amount is highly skewed (γ1 = 30.99394948) | Skewed |
FluxOrig is highly skewed (γ1 = -24.63052048) | Skewed |
FluxDest is highly skewed (γ1 = 32.91634067) | Skewed |
oldbalanceOrg has 2102449 (33.0%) zeros | Zeros |
oldbalanceDest has 2704388 (42.5%) zeros | Zeros |
FluxOrig has 2089037 (32.8%) zeros | Zeros |
FluxDest has 2317292 (36.4%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-25 19:51:45.384619 |
|---|---|
| Analysis finished | 2020-10-25 19:57:45.182772 |
| Duration | 5 minutes and 59.8 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
step
Real number (ℝ≥0)
| Distinct | 743 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 243.3972456 |
|---|---|
| Minimum | 1 |
| Maximum | 743 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 156 |
| median | 239 |
| Q3 | 335 |
| 95-th percentile | 490 |
| Maximum | 743 |
| Range | 742 |
| Interquartile range (IQR) | 179 |
Descriptive statistics
| Standard deviation | 142.331971 |
|---|---|
| Coefficient of variation (CV) | 0.5847723161 |
| Kurtosis | 0.329070555 |
| Mean | 243.3972456 |
| Median Absolute Deviation (MAD) | 92 |
| Skewness | 0.3751768885 |
| Sum | 1548644183 |
| Variance | 20258.38998 |
| Monotocity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 19 | 51352 | 0.8% | |
| 18 | 49579 | 0.8% | |
| 187 | 49083 | 0.8% | |
| 235 | 47491 | 0.7% | |
| 307 | 46968 | 0.7% | |
| 163 | 46352 | 0.7% | |
| 139 | 46054 | 0.7% | |
| 403 | 45155 | 0.7% | |
| 43 | 45060 | 0.7% | |
| 355 | 44787 | 0.7% | |
| Other values (733) | 5890739 | 92.6% |
| Value | Count | Frequency (%) | |
| 1 | 2708 | < 0.1% | |
| 2 | 1014 | < 0.1% | |
| 3 | 552 | < 0.1% | |
| 4 | 565 | < 0.1% | |
| 5 | 665 | < 0.1% |
| Value | Count | Frequency (%) | |
| 743 | 8 | < 0.1% | |
| 742 | 14 | < 0.1% | |
| 741 | 22 | < 0.1% | |
| 740 | 6 | < 0.1% | |
| 739 | 10 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.5 MiB |
| CASH_OUT | |
|---|---|
| PAYMENT | |
| CASH_IN | |
| TRANSFER | |
| DEBIT | 41432 |
| Value | Count | Frequency (%) | |
| CASH_OUT | 2237500 | 35.2% | |
| PAYMENT | 2151495 | 33.8% | |
| CASH_IN | 1399284 | 22.0% | |
| TRANSFER | 532909 | 8.4% | |
| DEBIT | 41432 | 0.7% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.422395963 |
| Min length | 5 |
| Distinct | 5316900 |
|---|---|
| Distinct (%) | 83.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 179861.9035 |
|---|---|
| Minimum | 0 |
| Maximum | 92445516.64 |
| Zeros | 16 |
| Zeros (%) | < 0.1% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2224.0995 |
| Q1 | 13389.57 |
| median | 74871.94 |
| Q3 | 208721.4775 |
| 95-th percentile | 518634.1965 |
| Maximum | 92445516.64 |
| Range | 92445516.64 |
| Interquartile range (IQR) | 195331.9075 |
Descriptive statistics
| Standard deviation | 603858.2315 |
|---|---|
| Coefficient of variation (CV) | 3.357343715 |
| Kurtosis | 1797.956705 |
| Mean | 179861.9035 |
| Median Absolute Deviation (MAD) | 68393.655 |
| Skewness | 30.99394948 |
| Sum | 1.144392945e+12 |
| Variance | 3.646447637e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 10000000 | 3207 | 0.1% | |
| 10000 | 88 | < 0.1% | |
| 5000 | 79 | < 0.1% | |
| 15000 | 68 | < 0.1% | |
| 500 | 65 | < 0.1% | |
| 100000 | 42 | < 0.1% | |
| 21500 | 37 | < 0.1% | |
| 120000 | 29 | < 0.1% | |
| 135000 | 20 | < 0.1% | |
| 0 | 16 | < 0.1% | |
| Other values (5316890) | 6358969 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 16 | < 0.1% | |
| 0.01 | 1 | < 0.1% | |
| 0.02 | 3 | < 0.1% | |
| 0.03 | 2 | < 0.1% | |
| 0.04 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 92445516.64 | 1 | < 0.1% | |
| 73823490.36 | 1 | < 0.1% | |
| 71172480.42 | 1 | < 0.1% | |
| 69886731.3 | 1 | < 0.1% | |
| 69337316.27 | 1 | < 0.1% |
| Distinct | 1845844 |
|---|---|
| Distinct (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 833883.1041 |
|---|---|
| Minimum | 0 |
| Maximum | 59585040.37 |
| Zeros | 2102449 |
| Zeros (%) | 33.0% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 14208 |
| Q3 | 107315.175 |
| 95-th percentile | 5823702.278 |
| Maximum | 59585040.37 |
| Range | 59585040.37 |
| Interquartile range (IQR) | 107315.175 |
Descriptive statistics
| Standard deviation | 2888242.673 |
|---|---|
| Coefficient of variation (CV) | 3.46360618 |
| Kurtosis | 32.96487854 |
| Mean | 833883.1041 |
| Median Absolute Deviation (MAD) | 14208 |
| Skewness | 5.249136421 |
| Sum | 5.305681316e+12 |
| Variance | 8.341945738e+12 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2102449 | 33.0% | |
| 184 | 918 | < 0.1% | |
| 133 | 914 | < 0.1% | |
| 195 | 912 | < 0.1% | |
| 164 | 909 | < 0.1% | |
| 181 | 908 | < 0.1% | |
| 109 | 908 | < 0.1% | |
| 157 | 902 | < 0.1% | |
| 146 | 899 | < 0.1% | |
| 136 | 898 | < 0.1% | |
| Other values (1845834) | 4252003 | 66.8% |
| Value | Count | Frequency (%) | |
| 0 | 2102449 | 33.0% | |
| 0.05 | 1 | < 0.1% | |
| 0.18 | 1 | < 0.1% | |
| 0.21 | 1 | < 0.1% | |
| 0.44 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 59585040.37 | 1 | < 0.1% | |
| 57316255.05 | 1 | < 0.1% | |
| 50399045.08 | 1 | < 0.1% | |
| 49585040.37 | 1 | < 0.1% | |
| 47316255.05 | 1 | < 0.1% |
| Distinct | 3614697 |
|---|---|
| Distinct (%) | 56.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1100701.667 |
|---|---|
| Minimum | 0 |
| Maximum | 356015889.4 |
| Zeros | 2704388 |
| Zeros (%) | 42.5% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 132705.665 |
| Q3 | 943036.7075 |
| 95-th percentile | 5147229.713 |
| Maximum | 356015889.4 |
| Range | 356015889.4 |
| Interquartile range (IQR) | 943036.7075 |
Descriptive statistics
| Standard deviation | 3399180.113 |
|---|---|
| Coefficient of variation (CV) | 3.088193846 |
| Kurtosis | 948.6741254 |
| Mean | 1100701.667 |
| Median Absolute Deviation (MAD) | 132705.665 |
| Skewness | 19.92175792 |
| Sum | 7.003346437e+12 |
| Variance | 1.155442544e+13 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2704388 | 42.5% | |
| 10000000 | 615 | < 0.1% | |
| 20000000 | 219 | < 0.1% | |
| 30000000 | 86 | < 0.1% | |
| 40000000 | 31 | < 0.1% | |
| 102 | 21 | < 0.1% | |
| 198 | 19 | < 0.1% | |
| 160 | 18 | < 0.1% | |
| 125 | 18 | < 0.1% | |
| 132 | 18 | < 0.1% | |
| Other values (3614687) | 3657187 | 57.5% |
| Value | Count | Frequency (%) | |
| 0 | 2704388 | 42.5% | |
| 0.01 | 1 | < 0.1% | |
| 0.03 | 1 | < 0.1% | |
| 0.13 | 1 | < 0.1% | |
| 0.33 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 356015889.4 | 1 | < 0.1% | |
| 355553416.3 | 1 | < 0.1% | |
| 355381433.6 | 1 | < 0.1% | |
| 355380483.5 | 1 | < 0.1% | |
| 355185537.1 | 1 | < 0.1% |
isFraud
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.5 MiB |
| 0 | |
|---|---|
| 1 | 8213 |
| Value | Count | Frequency (%) | |
| 0 | 6354407 | 99.9% | |
| 1 | 8213 | 0.1% |
isFlaggedFraud
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.5 MiB |
| 0 | |
|---|---|
| 1 | 16 |
| Value | Count | Frequency (%) | |
| 0 | 6362604 | > 99.9% | |
| 1 | 16 | < 0.1% |
| Distinct | 2962285 |
|---|---|
| Distinct (%) | 46.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21230.5645 |
|---|---|
| Minimum | -10000000 |
| Maximum | 1915267.9 |
| Zeros | 2089037 |
| Zeros (%) | 32.8% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | -10000000 |
|---|---|
| 5-th percentile | -74619 |
| Q1 | -10150.435 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 251627.927 |
| Maximum | 1915267.9 |
| Range | 11915267.9 |
| Interquartile range (IQR) | 10150.435 |
Descriptive statistics
| Standard deviation | 146643.2865 |
|---|---|
| Coefficient of variation (CV) | 6.907177925 |
| Kurtosis | 1509.981332 |
| Mean | 21230.5645 |
| Median Absolute Deviation (MAD) | 7273.94 |
| Skewness | -24.63052048 |
| Sum | 1.350820143e+11 |
| Variance | 2.150425347e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2089037 | 32.8% | |
| -184 | 737 | < 0.1% | |
| -181 | 732 | < 0.1% | |
| -186 | 731 | < 0.1% | |
| -195 | 728 | < 0.1% | |
| -157 | 728 | < 0.1% | |
| -111 | 726 | < 0.1% | |
| -146 | 726 | < 0.1% | |
| -136 | 722 | < 0.1% | |
| -164 | 722 | < 0.1% | |
| Other values (2962275) | 4267031 | 67.1% |
| Value | Count | Frequency (%) | |
| -10000000 | 3 | < 0.1% | |
| -10000000 | 5 | < 0.1% | |
| -10000000 | 262 | < 0.1% | |
| -10000000 | 12 | < 0.1% | |
| -10000000 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1915267.9 | 1 | < 0.1% | |
| 1821279.53 | 1 | < 0.1% | |
| 1782621.49 | 1 | < 0.1% | |
| 1781905.25 | 1 | < 0.1% | |
| 1675137.6 | 1 | < 0.1% |
| Distinct | 4011056 |
|---|---|
| Distinct (%) | 63.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 124294.7317 |
|---|---|
| Minimum | -13060826.21 |
| Maximum | 105687838.8 |
| Zeros | 2317292 |
| Zeros (%) | 36.4% |
| Memory size | 48.5 MiB |
Quantile statistics
| Minimum | -13060826.21 |
|---|---|
| 5-th percentile | -221270.2365 |
| Q1 | 0 |
| median | 0 |
| Q3 | 149105.425 |
| 95-th percentile | 559989.539 |
| Maximum | 105687838.8 |
| Range | 118748665 |
| Interquartile range (IQR) | 149105.425 |
Descriptive statistics
| Standard deviation | 812939.0811 |
|---|---|
| Coefficient of variation (CV) | 6.540414626 |
| Kurtosis | 1765.310944 |
| Mean | 124294.7317 |
| Median Absolute Deviation (MAD) | 62705.85 |
| Skewness | 32.91634067 |
| Sum | 7.908401457e+11 |
| Variance | 6.608699495e+11 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2317292 | 36.4% | |
| 10000000 | 136 | < 0.1% | |
| -10000 | 77 | < 0.1% | |
| -5000 | 75 | < 0.1% | |
| -15000 | 63 | < 0.1% | |
| -500 | 59 | < 0.1% | |
| -21500 | 35 | < 0.1% | |
| -100000 | 35 | < 0.1% | |
| 120000 | 27 | < 0.1% | |
| -135000 | 17 | < 0.1% | |
| Other values (4011046) | 4044804 | 63.6% |
| Value | Count | Frequency (%) | |
| -13060826.21 | 1 | < 0.1% | |
| -9681485.46 | 1 | < 0.1% | |
| -6755513.96 | 1 | < 0.1% | |
| -6214174.81 | 1 | < 0.1% | |
| -5353303.67 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 105687838.8 | 1 | < 0.1% | |
| 100325160.3 | 1 | < 0.1% | |
| 99045450.43 | 1 | < 0.1% | |
| 92445516.64 | 1 | < 0.1% | |
| 85923104.65 | 1 | < 0.1% |
amount_anomaly_orig
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.1 MiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) | |
| True | 3939445 | 61.9% | |
| False | 2423175 | 38.1% |
amount_anomaly_dest
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.1 MiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) | |
| False | 4924370 | 77.4% | |
| True | 1438250 | 22.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| step | type | amount | oldbalanceOrg | oldbalanceDest | isFraud | isFlaggedFraud | FluxOrig | FluxDest | amount_anomaly_orig | amount_anomaly_dest | nameDest_char | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | PAYMENT | 9839.64 | 170136.00 | 0.0 | 0 | 0 | -9839.64 | 0.00 | False | False | M |
| 1 | 1 | PAYMENT | 1864.28 | 21249.00 | 0.0 | 0 | 0 | -1864.28 | 0.00 | False | False | M |
| 2 | 1 | TRANSFER | 181.00 | 181.00 | 0.0 | 1 | 0 | -181.00 | 0.00 | False | True | C |
| 3 | 1 | CASH_OUT | 181.00 | 181.00 | 21182.0 | 1 | 0 | -181.00 | -21182.00 | False | True | C |
| 4 | 1 | PAYMENT | 11668.14 | 41554.00 | 0.0 | 0 | 0 | -11668.14 | 0.00 | False | False | M |
| 5 | 1 | PAYMENT | 7817.71 | 53860.00 | 0.0 | 0 | 0 | -7817.71 | 0.00 | False | False | M |
| 6 | 1 | PAYMENT | 7107.77 | 183195.00 | 0.0 | 0 | 0 | -7107.77 | 0.00 | False | False | M |
| 7 | 1 | PAYMENT | 7861.64 | 176087.23 | 0.0 | 0 | 0 | -7861.64 | 0.00 | False | False | M |
| 8 | 1 | PAYMENT | 4024.36 | 2671.00 | 0.0 | 0 | 0 | -2671.00 | 0.00 | True | False | M |
| 9 | 1 | DEBIT | 5337.77 | 41720.00 | 41898.0 | 0 | 0 | -5337.77 | -1549.21 | False | True | C |
Last rows
| step | type | amount | oldbalanceOrg | oldbalanceDest | isFraud | isFlaggedFraud | FluxOrig | FluxDest | amount_anomaly_orig | amount_anomaly_dest | nameDest_char | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6362610 | 742 | TRANSFER | 63416.99 | 63416.99 | 0.00 | 1 | 0 | -63416.99 | 0.00 | False | True | C |
| 6362611 | 742 | CASH_OUT | 63416.99 | 63416.99 | 276433.18 | 1 | 0 | -63416.99 | 63416.99 | False | False | C |
| 6362612 | 743 | TRANSFER | 1258818.82 | 1258818.82 | 0.00 | 1 | 0 | -1258818.82 | 0.00 | False | True | C |
| 6362613 | 743 | CASH_OUT | 1258818.82 | 1258818.82 | 503464.50 | 1 | 0 | -1258818.82 | 1258818.83 | False | True | C |
| 6362614 | 743 | TRANSFER | 339682.13 | 339682.13 | 0.00 | 1 | 0 | -339682.13 | 0.00 | False | True | C |
| 6362615 | 743 | CASH_OUT | 339682.13 | 339682.13 | 0.00 | 1 | 0 | -339682.13 | 339682.13 | False | False | C |
| 6362616 | 743 | TRANSFER | 6311409.28 | 6311409.28 | 0.00 | 1 | 0 | -6311409.28 | 0.00 | False | True | C |
| 6362617 | 743 | CASH_OUT | 6311409.28 | 6311409.28 | 68488.84 | 1 | 0 | -6311409.28 | 6311409.27 | False | True | C |
| 6362618 | 743 | TRANSFER | 850002.52 | 850002.52 | 0.00 | 1 | 0 | -850002.52 | 0.00 | False | True | C |
| 6362619 | 743 | CASH_OUT | 850002.52 | 850002.52 | 6510099.11 | 1 | 0 | -850002.52 | 850002.52 | False | False | C |
Most frequent
| step | type | amount | oldbalanceOrg | oldbalanceDest | isFraud | isFlaggedFraud | FluxOrig | FluxDest | amount_anomaly_orig | amount_anomaly_dest | nameDest_char | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 498 | 387 | CASH_OUT | 10000000.00 | 10000000.0 | 0.0 | 1 | 0 | -10000000.0 | 10000000.0 | False | False | C | 4 |
| 532 | 617 | CASH_OUT | 10000000.00 | 10000000.0 | 0.0 | 1 | 0 | -10000000.0 | 10000000.0 | False | False | C | 4 |
| 534 | 646 | CASH_OUT | 10000000.00 | 10000000.0 | 0.0 | 1 | 0 | -10000000.0 | 10000000.0 | False | False | C | 3 |
| 0 | 7 | PAYMENT | 1849.50 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | True | False | M | 2 |
| 1 | 8 | PAYMENT | 7759.31 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | True | False | M | 2 |
| 2 | 9 | PAYMENT | 2388.93 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | True | False | M | 2 |
| 3 | 9 | PAYMENT | 2783.83 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | True | False | M | 2 |
| 4 | 9 | PAYMENT | 6499.28 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | True | False | M | 2 |
| 5 | 9 | PAYMENT | 6755.57 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | True | False | M | 2 |
| 6 | 9 | PAYMENT | 10042.85 | 0.0 | 0.0 | 0 | 0 | 0.0 | 0.0 | True | False | M | 2 |